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How Developers Think About Software Testing in the AI Era

How Developers Think About Software Testing in the AI Era

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20 min read
trelix v3.2.2 to v3.2.5: The Source Tree Was Fine. The Published Package Wasn't.

trelix v3.2.2 to v3.2.5: The Source Tree Was Fine. The Published Package Wasn't.

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11 min read
Gate the Patch, Not the Model: A Three-Check Loop for Untrusted Code Outputs

Gate the Patch, Not the Model: A Three-Check Loop for Untrusted Code Outputs

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5 min read
We asked ten agents for a test that must go red. Five wrote one that could not.

We asked ten agents for a test that must go red. Five wrote one that could not.

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8 min read
When a New Model Drops, Hype Is Not a Benchmark

When a New Model Drops, Hype Is Not a Benchmark

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2 min read
From Bug Log to Free Server Regression Gate: 142 Bugs, 51 Tests

From Bug Log to Free Server Regression Gate: 142 Bugs, 51 Tests

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5 min read
A Free Model's Review Had No Evidence. The Maintainer Added a Claim Ledger.

A Free Model's Review Had No Evidence. The Maintainer Added a Claim Ledger.

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4 min read
Reproducible Evaluation Harness for New Model Releases: MiniMax H3

Reproducible Evaluation Harness for New Model Releases: MiniMax H3

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5 min read
Jev Beat GPT Luna by 1 Point. GPT-6 and Claude Wrote the Answer Key.

Jev Beat GPT Luna by 1 Point. GPT-6 and Claude Wrote the Answer Key.

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14 min read
Tool-Permission Gate: The Only MiniMax H3 Test That Matters

Tool-Permission Gate: The Only MiniMax H3 Test That Matters

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5 min read
The dust your test suite is kicking up is blocking the light

The dust your test suite is kicking up is blocking the light

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10 min read
The $0 Filter I Run Before I Trust a New Coding Model

The $0 Filter I Run Before I Trust a New Coding Model

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4 min read
The Free Tier Is Not a Free Pass: A 30-Minute Eval for Your Next Model Decision

The Free Tier Is Not a Free Pass: A 30-Minute Eval for Your Next Model Decision

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4 min read
When a New Model Like MiniMax H3 Drops, Don't Measure Vibes—Measure Regressions

When a New Model Like MiniMax H3 Drops, Don't Measure Vibes—Measure Regressions

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4 min read
A Free Model's Server Passed My Smoke Test, Then Hung on Shutdown. The Exit Contract Caught It.

A Free Model's Server Passed My Smoke Test, Then Hung on Shutdown. The Exit Contract Caught It.

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4 min read
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